{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f0b20534208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import os\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "from matplotlib.ticker import NullFormatter  # useful for `logit` scale\n",
    "\n",
    "def read_data(dataset, metrics):\n",
    "    model_dir = '/export/home/xilin/Projects/MultiHopKG/model'\n",
    "    model_paths = {\n",
    "        'umls': (\n",
    "            'umls-point.rs.conve-xavier-n/a-200-200-3-0.001-0.1-0.0-0.95-400-0.05/',      # re-run\n",
    "            'umls-point.rs.conve-xavier-n/a-200-200-3-0.001-0.1-0.0-0.0-400-0.05/',      # re-run\n",
    "            'umls-point-xavier-n/a-200-200-3-0.001-0.3-0.1-0.9-400-0.05/'                # re-run\n",
    "        ),\n",
    "        'kinship': (\n",
    "            'kinship-point.rs.conve-xavier-n/a-200-200-3-0.001-0.3-0.1-0.9-400-0.05/',   \n",
    "            'kinship-point.rs.conve-xavier-n/a-200-200-3-0.001-0.3-0.1-0.0-400-0.05/',\n",
    "            'kinship-point-xavier-n/a-200-200-3-0.001-0.3-0.1-0.9-400-0.05/'\n",
    "        ),\n",
    "        'fb15k-237': (\n",
    "            'FB15K-237-point.rs.conve-xavier-n/a-200-200-3-0.001-0.3-0.1-0.5-400-0.02/',\n",
    "            'FB15K-237-point.rs.conve-xavier-n/a-200-200-3-0.001-0.3-0.1-0.0-400-0.02/',\n",
    "            'FB15K-237-point-xavier-n/a-200-200-3-0.001-0.3-0.1-0.5-400-0.02/'           # re-run\n",
    "        ),\n",
    "        'wn18rr': (\n",
    "            'WN18RR-point.rs.conve-xavier-n/a-200-200-3-0.001-0.1-0.1-0.1-500-0.0/',     # re-run\n",
    "            'WN18RR-point.rs.conve-xavier-n/a-200-200-3-0.001-0.1-0.1-0.0-500-0.0/',\n",
    "            'WN18RR-point-xavier-n/a-200-200-3-0.001-0.5-0.3-0.5-500-0.0/'\n",
    "        ),\n",
    "        'nell-995': (\n",
    "            'NELL-995-point.rs.conve-xavier-n/a-200-200-3-0.003-0.1-0.1-0.1-256-0.05/',  # re-run\n",
    "            'NELL-995-point.rs.conve-xavier-n/a-200-200-3-0.003-0.1-0.1-0.0-256-0.05/',  # re-run\n",
    "            'NELL-995-point-xavier-n/a-200-200-3-0.001-0.1-0.1-0.1-256-0.05/'            # re-run\n",
    "        )\n",
    "    }\n",
    "    \n",
    "    num_iterations = {\n",
    "        'umls': 200,\n",
    "        'kinship': 200,\n",
    "        'fb15k-237': 20,\n",
    "        'wn18rr': 10,\n",
    "        'nell-995': 30\n",
    "    }\n",
    "    \n",
    "    # y1\n",
    "    with open(os.path.join(model_dir, model_paths[dataset][0], metrics + '.dat')) as f:\n",
    "        y1 = [float(l.strip()) for l in f]\n",
    "        y1 = y1[:num_iterations[dataset]]\n",
    "    # y2\n",
    "    with open(os.path.join(model_dir, model_paths[dataset][1], metrics + '.dat')) as f:\n",
    "        y2 = [float(l.strip()) for l in f]\n",
    "        y2 = y2[:num_iterations[dataset]]\n",
    "    # y3\n",
    "    with open(os.path.join(model_dir, model_paths[dataset][2], metrics + '.dat')) as f:\n",
    "        y3 = [float(l.strip()) for l in f]\n",
    "        y3 = y3[:num_iterations[dataset]]\n",
    "    return y1, y2, y3\n",
    "\n",
    "# plot with various axes scales\n",
    "datasets = ['UMLS', 'Kinship', 'FB15k-237', 'WN18RR', 'NELL-995']\n",
    "fig = plt.figure(figsize=(17, 6))\n",
    "\n",
    "def print_dev_mrrs(dataset, subplot_id, marker_x=None, leftmost=False):\n",
    "    plt.subplot(250 + subplot_id)\n",
    "    y1, y2, y3 = read_data(dataset.lower(), 'dev_metrics')\n",
    "    x = np.arange(len(y1))\n",
    "    plt.plot(x, y1, color='#2ca02c')\n",
    "    plt.plot(x, y2, color='#ff7f0e')\n",
    "    plt.plot(x, y3, color='#1f77b4')\n",
    "    if marker_x:\n",
    "        marker_y1 = [y1[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y1, color='#2ca02c', linestyle='None', marker='*', mfc='none')\n",
    "        marker_y2 = [y2[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y2, color='#ff7f0e', linestyle='None', marker='s', mfc='none')\n",
    "        marker_y3 = [y3[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y3, color='#1f77b4', linestyle='None', marker='^', mfc='none')\n",
    "    plt.yscale('linear')\n",
    "    if leftmost:\n",
    "        plt.ylabel('dev set MRR', fontsize=16)\n",
    "    plt.title(dataset, fontsize=16)\n",
    "    plt.grid(True)\n",
    "\n",
    "def print_num_unique_paths(dataset, subplot_id, marker_x=None, leftmost=False, show_xlabel=False, show_legend=False):\n",
    "    plt.subplot(2, 5, subplot_id)\n",
    "    y1, y2, y3 = read_data(dataset.lower(), 'num_path_types')\n",
    "    x = np.arange(len(y1))\n",
    "    label1 = 'Ours(ConvE)' if show_legend else None\n",
    "    label2 = '-AD' if show_legend else None\n",
    "    label3 = '-RS' if show_legend else None\n",
    "    plt.plot(x, y1, color='#2ca02c', label=label1)\n",
    "    plt.plot(x, y2, color='#ff7f0e', label=label2)\n",
    "    plt.plot(x, y3, color='#1f77b4', label=label3)\n",
    "    if marker_x:\n",
    "        marker_y1 = [y1[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y1, color='#2ca02c', linestyle='None', marker='*', mfc='none')\n",
    "        marker_y2 = [y2[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y2, color='#ff7f0e', linestyle='None', marker='s', mfc='none')\n",
    "        marker_y3 = [y3[_x] for _x in marker_x]\n",
    "        plt.plot(marker_x, marker_y3, color='#1f77b4', linestyle='None', marker='^', mfc='none')\n",
    "    plt.yscale('linear')\n",
    "    if leftmost:\n",
    "        plt.ylabel('# unique paths visited', fontsize=16)\n",
    "    if show_xlabel:\n",
    "        plt.xlabel('# epochs', fontsize=18)\n",
    "    plt.ticklabel_format(style='sci', axis='y', scilimits=(0,0))\n",
    "    plt.title('')\n",
    "    plt.grid(True)\n",
    "    if show_legend:\n",
    "        lgd = fig.legend(bbox_to_anchor=(.15, 1., .6, .1), loc='center', frameon=False,\n",
    "           ncol=5, mode='expand', borderaxespad=0, fontsize=14)\n",
    "\n",
    "marker_xs = [\n",
    "    [0, 50, 100, 150],\n",
    "    [0, 50, 100, 150],\n",
    "    [0, 5, 10, 15],\n",
    "    [0, 2, 4, 6, 8],\n",
    "    [0, 10, 20]\n",
    "]\n",
    "for i, dataset in enumerate(datasets):\n",
    "    # dev set evaluation metrics\n",
    "    print_dev_mrrs(dataset, i + 1, marker_xs[i], leftmost=(i == 0))\n",
    "    # number of unique paths\n",
    "    print_num_unique_paths(dataset, i + 6, marker_xs[i], leftmost=(i == 0), show_xlabel=(i==int(len(datasets)/2)), show_legend=(i==len(datasets)-1))\n",
    "\n",
    "# Format the minor tick labels of the y-axis into empty strings with\n",
    "# `NullFormatter`, to avoid cumbering the axis with too many labels.\n",
    "plt.gca().yaxis.set_minor_formatter(NullFormatter())\n",
    "# Adjust the subplot layout, because the logit one may take more space\n",
    "# than usual, due to y-tick labels like \"1 - 10^{-3}\"\n",
    "plt.subplots_adjust(top=0.92, bottom=0.08, left=0.10, right=0.95, \n",
    "                    hspace=0.25, wspace=0.35)\n",
    "\n",
    "plt.show()\n",
    "# fig.tight_layout()\n",
    "fig.savefig('action_dropout_effect.pdf', bbox_extra_artists=(lgd,), bbox_inches='tight')"
   ]
  },
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